It's called deadpan humor, and yes it's very much a joke. Personally I found it hilarious.

I got the deadpan humor, but it seemed like a significant amount of effort and expenses for just a joke...besides, Japanese humor is very out there so I wasn't sure if it was just going over my head. T'would seem I overanalyzed...